from sklearn_benchmarks.reporting.hp_match import HPMatchReporting
reporting = HPMatchReporting("onnx", config="config.yml")
reporting.run()
KNeighborsClassifier_brute_force¶onnx (1.10.1) vs. scikit-learn (1.0.dev0)
All estimators share the following hyperparameters: algorithm=brute.
| estimator | function | n_samples_train | n_samples | n_features | mean_duration | std_duration | iteration_throughput | latency | n_jobs | n_neighbors | accuracy_score | mean_duration_onnx | std_duration_onnx | speedup | std_speedup | sklearn_profiling | onnx_profiling | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.073 | 0.059 | 0.0 | 0.017 | -1 | 1 | 0.663 | 3.407 | 0.042 | 5.012 | 0.065 | See | See |
| 1 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.073 | 0.059 | 0.0 | 0.017 | -1 | 1 | 0.663 | 0.025 | 0.002 | 679.466 | 45.496 | See | See |
| 2 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.320 | 0.007 | 0.0 | 0.320 | -1 | 1 | 1.000 | 3.407 | 0.042 | 0.094 | 0.002 | See | See |
| 3 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.320 | 0.007 | 0.0 | 0.320 | -1 | 1 | 1.000 | 0.025 | 0.002 | 12.738 | 0.898 | See | See |
| 4 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.356 | 0.025 | 0.0 | 0.017 | -1 | 5 | 0.757 | 4.238 | 0.114 | 4.095 | 0.110 | See | See |
| 5 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.356 | 0.025 | 0.0 | 0.017 | -1 | 5 | 0.757 | 0.027 | 0.002 | 642.185 | 54.702 | See | See |
| 6 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.328 | 0.007 | 0.0 | 0.328 | -1 | 5 | 1.000 | 4.238 | 0.114 | 0.077 | 0.003 | See | See |
| 7 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.328 | 0.007 | 0.0 | 0.328 | -1 | 5 | 1.000 | 0.027 | 0.002 | 12.122 | 1.069 | See | See |
| 8 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.457 | 0.015 | 0.0 | 0.017 | 1 | 100 | 0.882 | 2.146 | 0.028 | 8.137 | 0.105 | See | See |
| 9 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.457 | 0.015 | 0.0 | 0.017 | 1 | 100 | 0.882 | 0.022 | 0.000 | 794.931 | 16.040 | See | See |
| 10 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.322 | 0.006 | 0.0 | 0.322 | 1 | 100 | 1.000 | 2.146 | 0.028 | 0.150 | 0.003 | See | See |
| 11 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.322 | 0.006 | 0.0 | 0.322 | 1 | 100 | 1.000 | 0.022 | 0.000 | 14.650 | 0.397 | See | See |
| 12 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.184 | 0.020 | 0.0 | 0.017 | -1 | 100 | 0.882 | 4.201 | 0.054 | 4.091 | 0.053 | See | See |
| 13 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.184 | 0.020 | 0.0 | 0.017 | -1 | 100 | 0.882 | 0.025 | 0.002 | 683.318 | 52.633 | See | See |
| 14 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.325 | 0.010 | 0.0 | 0.325 | -1 | 100 | 1.000 | 4.201 | 0.054 | 0.077 | 0.003 | See | See |
| 15 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.325 | 0.010 | 0.0 | 0.325 | -1 | 100 | 1.000 | 0.025 | 0.002 | 12.914 | 1.072 | See | See |
| 16 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.190 | 0.106 | 0.0 | 0.017 | 1 | 5 | 0.757 | 2.105 | 0.015 | 8.168 | 0.076 | See | See |
| 17 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.190 | 0.106 | 0.0 | 0.017 | 1 | 5 | 0.757 | 0.022 | 0.002 | 767.303 | 83.013 | See | See |
| 18 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.321 | 0.011 | 0.0 | 0.321 | 1 | 5 | 1.000 | 2.105 | 0.015 | 0.153 | 0.005 | See | See |
| 19 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.321 | 0.011 | 0.0 | 0.321 | 1 | 5 | 1.000 | 0.022 | 0.002 | 14.332 | 1.621 | See | See |
| 20 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.320 | 0.082 | 0.0 | 0.017 | 1 | 1 | 0.663 | 1.337 | 0.016 | 12.958 | 0.164 | See | See |
| 21 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.320 | 0.082 | 0.0 | 0.017 | 1 | 1 | 0.663 | 0.024 | 0.002 | 734.245 | 66.570 | See | See |
| 22 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.323 | 0.010 | 0.0 | 0.323 | 1 | 1 | 1.000 | 1.337 | 0.016 | 0.242 | 0.008 | See | See |
| 23 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.323 | 0.010 | 0.0 | 0.323 | 1 | 1 | 1.000 | 0.024 | 0.002 | 13.699 | 1.316 | See | See |
| 24 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.060 | 0.035 | 0.0 | 0.004 | -1 | 1 | 0.896 | 3.152 | 0.040 | 1.288 | 0.020 | See | See |
| 25 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.060 | 0.035 | 0.0 | 0.004 | -1 | 1 | 0.896 | 0.008 | 0.006 | 511.869 | 393.592 | See | See |
| 26 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.261 | 0.006 | 0.0 | 0.261 | -1 | 1 | 1.000 | 3.152 | 0.040 | 0.083 | 0.002 | See | See |
| 27 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.261 | 0.006 | 0.0 | 0.261 | -1 | 1 | 1.000 | 0.008 | 0.006 | 32.941 | 25.338 | See | See |
| 28 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.141 | 0.025 | 0.0 | 0.004 | -1 | 5 | 0.922 | 3.935 | 0.035 | 1.052 | 0.011 | See | See |
| 29 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.141 | 0.025 | 0.0 | 0.004 | -1 | 5 | 0.922 | 0.010 | 0.006 | 399.905 | 215.208 | See | See |
| 30 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.259 | 0.005 | 0.0 | 0.259 | -1 | 5 | 1.000 | 3.935 | 0.035 | 0.066 | 0.001 | See | See |
| 31 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.259 | 0.005 | 0.0 | 0.259 | -1 | 5 | 1.000 | 0.010 | 0.006 | 25.056 | 13.492 | See | See |
| 32 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.135 | 0.062 | 0.0 | 0.004 | 1 | 100 | 0.929 | 1.928 | 0.020 | 2.144 | 0.039 | See | See |
| 33 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.135 | 0.062 | 0.0 | 0.004 | 1 | 100 | 0.929 | 0.003 | 0.000 | 1299.720 | 110.141 | See | See |
| 34 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.262 | 0.007 | 0.0 | 0.262 | 1 | 100 | 1.000 | 1.928 | 0.020 | 0.136 | 0.004 | See | See |
| 35 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.262 | 0.007 | 0.0 | 0.262 | 1 | 100 | 1.000 | 0.003 | 0.000 | 82.286 | 7.242 | See | See |
| 36 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.088 | 0.037 | 0.0 | 0.004 | -1 | 100 | 0.929 | 3.923 | 0.029 | 1.042 | 0.012 | See | See |
| 37 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.088 | 0.037 | 0.0 | 0.004 | -1 | 100 | 0.929 | 0.010 | 0.005 | 408.543 | 187.508 | See | See |
| 38 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.265 | 0.008 | 0.0 | 0.265 | -1 | 100 | 1.000 | 3.923 | 0.029 | 0.067 | 0.002 | See | See |
| 39 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.265 | 0.008 | 0.0 | 0.265 | -1 | 100 | 1.000 | 0.010 | 0.005 | 26.438 | 12.157 | See | See |
| 40 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.057 | 0.075 | 0.0 | 0.004 | 1 | 5 | 0.922 | 1.904 | 0.011 | 2.130 | 0.041 | See | See |
| 41 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.057 | 0.075 | 0.0 | 0.004 | 1 | 5 | 0.922 | 0.003 | 0.000 | 1333.320 | 104.502 | See | See |
| 42 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.265 | 0.007 | 0.0 | 0.265 | 1 | 5 | 1.000 | 1.904 | 0.011 | 0.139 | 0.004 | See | See |
| 43 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.265 | 0.007 | 0.0 | 0.265 | 1 | 5 | 1.000 | 0.003 | 0.000 | 87.068 | 6.986 | See | See |
| 44 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.040 | 0.043 | 0.0 | 0.004 | 1 | 1 | 0.896 | 1.109 | 0.012 | 3.643 | 0.055 | See | See |
| 45 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.040 | 0.043 | 0.0 | 0.004 | 1 | 1 | 0.896 | 0.002 | 0.000 | 2043.365 | 126.836 | See | See |
| 46 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.261 | 0.006 | 0.0 | 0.261 | 1 | 1 | 1.000 | 1.109 | 0.012 | 0.235 | 0.006 | See | See |
| 47 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.261 | 0.006 | 0.0 | 0.261 | 1 | 1 | 1.000 | 0.002 | 0.000 | 132.034 | 8.623 | See | See |
KNeighborsClassifier_kd_tree¶onnx (1.10.1) vs. scikit-learn (1.0.dev0)
All estimators share the following hyperparameters: algorithm=kd_tree.
| estimator | function | n_samples_train | n_samples | n_features | mean_duration | std_duration | iteration_throughput | latency | n_jobs | n_neighbors | accuracy_score | mean_duration_onnx | std_duration_onnx | speedup | std_speedup | sklearn_profiling | onnx_profiling | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 141.039 | 0.000 | 0.0 | 0.141 | -1 | 1 | 0.929 | 0.522 | 0.013 | 270.273 | 6.796 | See | See |
| 1 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 141.039 | 0.000 | 0.0 | 0.141 | -1 | 1 | 0.929 | 0.756 | 2.258 | 186.665 | 557.841 | See | See |
| 2 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.876 | 0.218 | 0.0 | 2.876 | -1 | 1 | 1.000 | 0.522 | 0.013 | 5.511 | 0.441 | See | See |
| 3 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.876 | 0.218 | 0.0 | 2.876 | -1 | 1 | 1.000 | 0.756 | 2.258 | 3.806 | 11.377 | See | See |
| 4 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 139.338 | 0.000 | 0.0 | 0.139 | -1 | 5 | 0.946 | 0.974 | 0.012 | 143.128 | 1.723 | See | See |
| 5 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 139.338 | 0.000 | 0.0 | 0.139 | -1 | 5 | 0.946 | 0.004 | 0.001 | 38572.494 | 10159.877 | See | See |
| 6 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.830 | 0.112 | 0.0 | 2.830 | -1 | 5 | 1.000 | 0.974 | 0.012 | 2.907 | 0.120 | See | See |
| 7 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.830 | 0.112 | 0.0 | 2.830 | -1 | 5 | 1.000 | 0.004 | 0.001 | 783.460 | 208.674 | See | See |
| 8 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 153.506 | 0.000 | 0.0 | 0.154 | 1 | 100 | 0.951 | 5.651 | 0.024 | 27.165 | 0.116 | See | See |
| 9 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 153.506 | 0.000 | 0.0 | 0.154 | 1 | 100 | 0.951 | 0.004 | 0.001 | 37308.483 | 11740.279 | See | See |
| 10 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.851 | 0.153 | 0.0 | 2.851 | 1 | 100 | 1.000 | 5.651 | 0.024 | 0.505 | 0.027 | See | See |
| 11 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.851 | 0.153 | 0.0 | 2.851 | 1 | 100 | 1.000 | 0.004 | 0.001 | 693.021 | 221.242 | See | See |
| 12 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 158.211 | 0.000 | 0.0 | 0.158 | -1 | 100 | 0.951 | 3.276 | 0.040 | 48.300 | 0.585 | See | See |
| 13 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 158.211 | 0.000 | 0.0 | 0.158 | -1 | 100 | 0.951 | 0.006 | 0.001 | 26926.305 | 5460.622 | See | See |
| 14 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.820 | 0.077 | 0.0 | 2.820 | -1 | 100 | 1.000 | 3.276 | 0.040 | 0.861 | 0.026 | See | See |
| 15 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.820 | 0.077 | 0.0 | 2.820 | -1 | 100 | 1.000 | 0.006 | 0.001 | 479.985 | 98.207 | See | See |
| 16 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 155.224 | 0.000 | 0.0 | 0.155 | 1 | 5 | 0.946 | 1.676 | 0.013 | 92.627 | 0.712 | See | See |
| 17 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 155.224 | 0.000 | 0.0 | 0.155 | 1 | 5 | 0.946 | 0.002 | 0.000 | 88894.350 | 23242.936 | See | See |
| 18 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.842 | 0.066 | 0.0 | 2.842 | 1 | 5 | 1.000 | 1.676 | 0.013 | 1.696 | 0.041 | See | See |
| 19 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.842 | 0.066 | 0.0 | 2.842 | 1 | 5 | 1.000 | 0.002 | 0.000 | 1627.322 | 427.156 | See | See |
| 20 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 158.078 | 0.000 | 0.0 | 0.158 | 1 | 1 | 0.929 | 0.884 | 0.016 | 178.806 | 3.320 | See | See |
| 21 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 158.078 | 0.000 | 0.0 | 0.158 | 1 | 1 | 0.929 | 0.001 | 0.000 | 118503.695 | 34384.285 | See | See |
| 22 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.849 | 0.105 | 0.0 | 2.849 | 1 | 1 | 1.000 | 0.884 | 0.016 | 3.222 | 0.133 | See | See |
| 23 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.849 | 0.105 | 0.0 | 2.849 | 1 | 1 | 1.000 | 0.001 | 0.000 | 2135.668 | 624.642 | See | See |
| 24 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.042 | 0.003 | 0.0 | 0.000 | -1 | 1 | 0.891 | 0.028 | 0.001 | 1.486 | 0.137 | See | See |
| 25 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.042 | 0.003 | 0.0 | 0.000 | -1 | 1 | 0.891 | 0.003 | 0.000 | 14.887 | 2.667 | See | See |
| 26 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | -1 | 1 | 1.000 | 0.028 | 0.001 | 0.194 | 0.012 | See | See |
| 27 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | -1 | 1 | 1.000 | 0.003 | 0.000 | 1.945 | 0.323 | See | See |
| 28 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.041 | 0.001 | 0.0 | 0.000 | -1 | 5 | 0.911 | 0.032 | 0.004 | 1.297 | 0.178 | See | See |
| 29 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.041 | 0.001 | 0.0 | 0.000 | -1 | 5 | 0.911 | 0.003 | 0.001 | 14.956 | 4.475 | See | See |
| 30 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.000 | 0.0 | 0.006 | -1 | 5 | 1.000 | 0.032 | 0.004 | 0.181 | 0.027 | See | See |
| 31 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.000 | 0.0 | 0.006 | -1 | 5 | 1.000 | 0.003 | 0.001 | 2.088 | 0.636 | See | See |
| 32 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.063 | 0.003 | 0.0 | 0.000 | 1 | 100 | 0.894 | 0.039 | 0.001 | 1.616 | 0.083 | See | See |
| 33 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.063 | 0.003 | 0.0 | 0.000 | 1 | 100 | 0.894 | 0.001 | 0.000 | 75.986 | 17.949 | See | See |
| 34 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.000 | 0.0 | 0.006 | 1 | 100 | 1.000 | 0.039 | 0.001 | 0.143 | 0.009 | See | See |
| 35 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.000 | 0.0 | 0.006 | 1 | 100 | 1.000 | 0.001 | 0.000 | 6.725 | 1.605 | See | See |
| 36 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.062 | 0.003 | 0.0 | 0.000 | -1 | 100 | 0.894 | 0.042 | 0.004 | 1.458 | 0.163 | See | See |
| 37 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.062 | 0.003 | 0.0 | 0.000 | -1 | 100 | 0.894 | 0.003 | 0.001 | 22.721 | 5.623 | See | See |
| 38 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.001 | 0.0 | 0.006 | -1 | 100 | 1.000 | 0.042 | 0.004 | 0.144 | 0.037 | See | See |
| 39 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.001 | 0.0 | 0.006 | -1 | 100 | 1.000 | 0.003 | 0.001 | 2.239 | 0.764 | See | See |
| 40 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.041 | 0.001 | 0.0 | 0.000 | 1 | 5 | 0.911 | 0.027 | 0.001 | 1.507 | 0.073 | See | See |
| 41 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.041 | 0.001 | 0.0 | 0.000 | 1 | 5 | 0.911 | 0.001 | 0.000 | 45.153 | 7.707 | See | See |
| 42 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.000 | 0.0 | 0.006 | 1 | 5 | 1.000 | 0.027 | 0.001 | 0.211 | 0.016 | See | See |
| 43 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.000 | 0.0 | 0.006 | 1 | 5 | 1.000 | 0.001 | 0.000 | 6.308 | 1.144 | See | See |
| 44 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.041 | 0.003 | 0.0 | 0.000 | 1 | 1 | 0.891 | 0.029 | 0.012 | 1.431 | 0.591 | See | See |
| 45 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.041 | 0.003 | 0.0 | 0.000 | 1 | 1 | 0.891 | 0.001 | 0.000 | 51.261 | 9.594 | See | See |
| 46 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.000 | 0.0 | 0.006 | 1 | 1 | 1.000 | 0.029 | 0.012 | 0.194 | 0.080 | See | See |
| 47 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.000 | 0.0 | 0.006 | 1 | 1 | 1.000 | 0.001 | 0.000 | 6.943 | 1.323 | See | See |
HistGradientBoostingClassifier_best¶onnx (1.10.1) vs. scikit-learn (1.0.dev0)
All estimators share the following hyperparameters: learning_rate=0.01, n_iter_no_change=10.0, max_leaf_nodes=100.0, max_bins=255.0, min_samples_leaf=100.0, max_iter=300.0.
| estimator | function | n_samples_train | n_samples | n_features | n_iter | mean_duration | std_duration | iteration_throughput | latency | accuracy_score | mean_duration_onnx | std_duration_onnx | speedup | std_speedup | sklearn_profiling | onnx_profiling | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | HistGradientBoostingClassifier_best | predict | 100000 | 1000 | 100 | 300 | 0.466 | 0.017 | 0.002 | 0.000 | 0.824 | 0.155 | 0.005 | 3.014 | 0.144 | See | See |
| 1 | HistGradientBoostingClassifier_best | predict | 100000 | 1000 | 100 | 300 | 0.466 | 0.017 | 0.002 | 0.000 | 0.824 | 0.020 | 0.002 | 23.379 | 2.308 | See | See |
| 2 | HistGradientBoostingClassifier_best | predict | 100000 | 1 | 100 | 300 | 0.383 | 0.012 | 0.000 | 0.383 | 1.000 | 0.155 | 0.005 | 2.478 | 0.110 | See | See |
| 3 | HistGradientBoostingClassifier_best | predict | 100000 | 1 | 100 | 300 | 0.383 | 0.012 | 0.000 | 0.383 | 1.000 | 0.020 | 0.002 | 19.217 | 1.867 | See | See |